{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Scatter Density vs. Violin Plot\n",
    "\n",
    "This notebook gives several examples to compare the dot density vs. violin plot options for summary_plot."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import xgboost\n",
    "\n",
    "import shap\n",
    "\n",
    "# train xgboost model on diabetes data:\n",
    "X, y = shap.datasets.diabetes()\n",
    "bst = xgboost.train({\"learning_rate\": 0.01}, xgboost.DMatrix(X, label=y), 100)\n",
    "\n",
    "# explain the model's prediction using SHAP values on the first 1000 training data samples\n",
    "shap_values = shap.TreeExplainer(bst).shap_values(X)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Layered violin plot\n",
    "\n",
    "Without color, this plot can simply display the distribution of importance for each variable as a standard violin plot."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x550 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "shap.summary_plot(shap_values[:1000, :], X.iloc[:1000, :], plot_type=\"layered_violin\", color=\"#cccccc\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For example, in the above, we can see that `s5` is the most important variable, and generally it causes either a large positive or negative change in the prediction. However, is it large values of `s5` that cause a positive change and small ones that cause a negative change - or vice versa, or something more complicated? If we use color to represent the largeness/smallness of the feature, then this becomes apparent:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x550 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "shap.summary_plot(\n",
    "    shap_values[:1000, :],\n",
    "    X.iloc[:1000, :],\n",
    "    plot_type=\"layered_violin\",\n",
    "    color=\"coolwarm\",\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here, red represents large values of a variable, and blue represents small ones. So, it becomes clear that *large* values of `s5` do indeed increase the prediction, and vice versa. You can also see that others (like `s6`) are pretty evenly split, which indicates that while overall they're still important, their interaction is dependent on other variables. (After all, the whole point of a tree model like xgboost is to capture these interactions, so we can't expect to see everything in a single dimension!)\n",
    "\n",
    "> Note that the order of the color isn't important: each violin is actually a number (`layered_violin_max_num_bins`) of  individual smoothed shapes stacked on top of each other, where each shape corresponds to a certain percentile of the feature (e.g. `the 5-10% percentile of s5 values`). These are always drawn with small values first (and hence closest to the x-axis) and large values last (hence on the 'edge'), and that's why in this case you always see the red on the edge and the blue in the middle. (You could, of course switch this around by using a different color map, but the point is that the order of red inside/outside blue has no inherent meaning.)\n",
    "\n",
    "There are other options you can play with, if you wish. Most notable is the `layered_violin_max_num_bins` mentioned above. This has an additional effect that if the feature has less than `layered_violin_max_num_bins` unique values, then instead of partitioning each section as as a percentile (the `5-10%` above), we make each section represent a specific value. For example, since `sex` has only two values, here blue will mean male (or female?) and read means female (or male?)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<!-- commenting this out for the public repo since there is a fair amount of opinion here.\n",
    "#### Pros\n",
    "\n",
    "- look great\n",
    "- easily interpretable (with color): people can generally get the idea without having to explain in detail\n",
    "- both of these meant they're good to show laymen/clients in presentations etc.\n",
    "\n",
    "#### Cons\n",
    "\n",
    "- take longer to draw (only relevant if you're doing heaps)\n",
    "- can be hard to get the smoothing just right\n",
    "- the code isn't as well supported, so if you want to tweak it, you might have to hack the code yourself-->"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Dot plot\n",
    "\n",
    "The dot plot combines a scatter plot with density estimation by letting dots pile up when they don't fit. The advantage of this approach is that it does not hide anything behind kernel smoothing, so you see an exact representation of the data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x550 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "shap.summary_plot(shap_values[:1000, :], X.iloc[:1000, :])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<!--#### Pros\n",
    "\n",
    "- if you're looking for really fine features, and your data doesn't have the problems below, then this might be better. However, you probably shouldn't be using a graph to discover such fine features.\n",
    "\n",
    "#### Cons\n",
    "\n",
    "- generally doesn't look as nice for most data sets\n",
    "- can be quite noisy - no smoothing etc. This generally makes it harder to interpret the 'obvious' results.\n",
    "- the plot will depend on the order the dots are drawn (since they'll overlap etc.). In other words it's possible that you could get very different looking plots with the same data. You can get round this somewhat by using a very low opacity - but this then makes the non-overlapping parts of the graph hard to read. \n",
    "    - [Note: this issue could be fixed somewhat if the y-value of the dots are given specific meaning (as with the layered violin plot) to avoid plots of different color overlapping. Though then it'd just be the layered violin plot.]\n",
    "- doesn't support categorical data (see the comment for the layered violin plot).-->"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Violin plot\n",
    "\n",
    "These are a standard violin plot but with outliers drawn as points. This gives a more accurate representation of the density out the outliers than a kernel density estimated from only a few points. The color represents the average feature value at that position, so red regions high feature values dominate while blue regions low feature values dominate."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x550 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "shap.summary_plot(shap_values[:1000, :], X.iloc[:1000, :], plot_type=\"violin\")"
   ]
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.11"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
